Mapping Clinical Doubt: Locating Linguistic Uncertainty in LLMs
Fuente:
arXiv
Saved in:
| Main Authors: | Sridhar, Srivarshinee, Ravi, Raghav Kaushik, Ghosh, Kripabandhu |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
CLINIC: Evaluating Multilingual Trustworthiness in Language Models for Healthcare
by: Ghosh, Akash, et al.
Published: (2025)
by: Ghosh, Akash, et al.
Published: (2025)
Code-Mixer Ya Nahi: Novel Approaches to Measuring Multilingual LLMs' Code-Mixing Capabilities
by: Gupta, Ayushman, et al.
Published: (2024)
by: Gupta, Ayushman, et al.
Published: (2024)
Applicability of Large Language Models and Generative Models for Legal Case Judgement Summarization
by: Deroy, Aniket, et al.
Published: (2024)
by: Deroy, Aniket, et al.
Published: (2024)
Multilingual Controlled Generation And Gold-Standard-Agnostic Evaluation of Code-Mixed Sentences
by: Gupta, Ayushman, et al.
Published: (2024)
by: Gupta, Ayushman, et al.
Published: (2024)
QuickSilver -- Speeding up LLM Inference through Dynamic Token Halting, KV Skipping, Contextual Token Fusion, and Adaptive Matryoshka Quantization
by: Khanna, Danush, et al.
Published: (2025)
by: Khanna, Danush, et al.
Published: (2025)
Inductive Linguistic Reasoning with Large Language Models
by: Ramji, Raghav, et al.
Published: (2024)
by: Ramji, Raghav, et al.
Published: (2024)
Linguistic Complexity and Socio-cultural Patterns in Hip-Hop Lyrics
by: Bansal, Aayam, et al.
Published: (2025)
by: Bansal, Aayam, et al.
Published: (2025)
MARRO: Multi-headed Attention for Rhetorical Role Labeling in Legal Documents
by: Bambroo, Purbid, et al.
Published: (2025)
by: Bambroo, Purbid, et al.
Published: (2025)
Knowing When to Abstain: Medical LLMs Under Clinical Uncertainty
by: Machcha, Sravanthi, et al.
Published: (2026)
by: Machcha, Sravanthi, et al.
Published: (2026)
Can We Locate and Prevent Stereotypes in LLMs?
by: D'Souza, Alex
Published: (2026)
by: D'Souza, Alex
Published: (2026)
Linguistically Communicating Uncertainty in Patient-Facing Risk Prediction Models
by: Sivaprasad, Adarsa, et al.
Published: (2024)
by: Sivaprasad, Adarsa, et al.
Published: (2024)
Linguistic Blind Spots in Clinical Decision Extraction
by: Elgaar, Mohamed, et al.
Published: (2026)
by: Elgaar, Mohamed, et al.
Published: (2026)
ObfusQAte: A Proposed Framework to Evaluate LLM Robustness on Obfuscated Factual Question Answering
by: Ghosh, Shubhra, et al.
Published: (2025)
by: Ghosh, Shubhra, et al.
Published: (2025)
Express Your Doubts -- Probabilistic World Modeling Should not be Based on Token logprobs
by: Wagner, Eitan, et al.
Published: (2025)
by: Wagner, Eitan, et al.
Published: (2025)
Large Linguistic Models: Investigating LLMs' metalinguistic abilities
by: Beguš, Gašper, et al.
Published: (2023)
by: Beguš, Gašper, et al.
Published: (2023)
Legal Judgment Reimagined: PredEx and the Rise of Intelligent AI Interpretation in Indian Courts
by: Nigam, Shubham Kumar, et al.
Published: (2024)
by: Nigam, Shubham Kumar, et al.
Published: (2024)
Language Family Matters: Evaluating LLM-Based ASR Across Linguistic Boundaries
by: Zhang, Yuchen, et al.
Published: (2026)
by: Zhang, Yuchen, et al.
Published: (2026)
When in Doubt, Consult: Expert Debate for Sexism Detection via Confidence-Based Routing
by: Alajmi, Anwar, et al.
Published: (2025)
by: Alajmi, Anwar, et al.
Published: (2025)
Uncovering Cross-Linguistic Disparities in LLMs using Sparse Autoencoders
by: Xuan, Richmond Sin Jing, et al.
Published: (2025)
by: Xuan, Richmond Sin Jing, et al.
Published: (2025)
MedSumm: A Multimodal Approach to Summarizing Code-Mixed Hindi-English Clinical Queries
by: Ghosh, Akash, et al.
Published: (2024)
by: Ghosh, Akash, et al.
Published: (2024)
Perceptions of Linguistic Uncertainty by Language Models and Humans
by: Belem, Catarina G, et al.
Published: (2024)
by: Belem, Catarina G, et al.
Published: (2024)
Rewarding Doubt: A Reinforcement Learning Approach to Calibrated Confidence Expression of Large Language Models
by: Bani-Harouni, David, et al.
Published: (2025)
by: Bani-Harouni, David, et al.
Published: (2025)
Small Updates, Big Doubts: Does Parameter-Efficient Fine-tuning Enhance Hallucination Detection ?
by: Hu, Xu, et al.
Published: (2026)
by: Hu, Xu, et al.
Published: (2026)
Palm: A Culturally Inclusive and Linguistically Diverse Dataset for Arabic LLMs
by: Alwajih, Fakhraddin, et al.
Published: (2025)
by: Alwajih, Fakhraddin, et al.
Published: (2025)
MAQA: Evaluating Uncertainty Quantification in LLMs Regarding Data Uncertainty
by: Yang, Yongjin, et al.
Published: (2024)
by: Yang, Yongjin, et al.
Published: (2024)
Beyond QA Pairs: Assessing Parameter-Efficient Fine-Tuning for Fact Embedding in LLMs
by: Ratnakar, Shivam, et al.
Published: (2025)
by: Ratnakar, Shivam, et al.
Published: (2025)
Coordinates from Context: Using LLMs to Ground Complex Location References
by: Masis, Tessa, et al.
Published: (2025)
by: Masis, Tessa, et al.
Published: (2025)
Location Not Found: Exposing Implicit Local and Global Biases in Multilingual LLMs
by: Mor-Lan, Guy, et al.
Published: (2026)
by: Mor-Lan, Guy, et al.
Published: (2026)
LLM NL2SQL Robustness: Surface Noise vs. Linguistic Variation in Traditional and Agentic Settings
by: Tu, Lifu, et al.
Published: (2026)
by: Tu, Lifu, et al.
Published: (2026)
Causal Understanding by LLMs: The Role of Uncertainty
by: Lithgow-Serrano, Oscar, et al.
Published: (2025)
by: Lithgow-Serrano, Oscar, et al.
Published: (2025)
A Theory of Response Sampling in LLMs: Part Descriptive and Part Prescriptive
by: Sivaprasad, Sarath, et al.
Published: (2024)
by: Sivaprasad, Sarath, et al.
Published: (2024)
Polishing Every Facet of the GEM: Testing Linguistic Competence of LLMs and Humans in Korean
by: Kim, SungHo, et al.
Published: (2025)
by: Kim, SungHo, et al.
Published: (2025)
Simple Linguistic Inferences of Large Language Models (LLMs): Blind Spots and Blinds
by: Basmov, Victoria, et al.
Published: (2023)
by: Basmov, Victoria, et al.
Published: (2023)
Structured Legal Document Generation in India: A Model-Agnostic Wrapper Approach with VidhikDastaavej
by: Nigam, Shubham Kumar, et al.
Published: (2025)
by: Nigam, Shubham Kumar, et al.
Published: (2025)
Can Multiple Responses from an LLM Reveal the Sources of Its Uncertainty?
by: Nan, Yang, et al.
Published: (2025)
by: Nan, Yang, et al.
Published: (2025)
From Words to Proverbs: Evaluating LLMs Linguistic and Cultural Competence in Saudi Dialects with Absher
by: Al-Monef, Renad, et al.
Published: (2025)
by: Al-Monef, Renad, et al.
Published: (2025)
Pretrained LLMs Learn Multiple Types of Uncertainty
by: Cohen, Roi, et al.
Published: (2025)
by: Cohen, Roi, et al.
Published: (2025)
Safe in the Future, Dangerous in the Past: Dissecting Temporal and Linguistic Vulnerabilities in LLMs
by: Said, Muhammad Abdullahi, et al.
Published: (2025)
by: Said, Muhammad Abdullahi, et al.
Published: (2025)
NextLocLLM: Location Semantics Modeling and Coordinate-Based Next Location Prediction with LLMs
by: Liu, Shuai, et al.
Published: (2024)
by: Liu, Shuai, et al.
Published: (2024)
LegalSeg: Unlocking the Structure of Indian Legal Judgments Through Rhetorical Role Classification
by: Nigam, Shubham Kumar, et al.
Published: (2025)
by: Nigam, Shubham Kumar, et al.
Published: (2025)
Similar Items
-
CLINIC: Evaluating Multilingual Trustworthiness in Language Models for Healthcare
by: Ghosh, Akash, et al.
Published: (2025) -
Code-Mixer Ya Nahi: Novel Approaches to Measuring Multilingual LLMs' Code-Mixing Capabilities
by: Gupta, Ayushman, et al.
Published: (2024) -
Applicability of Large Language Models and Generative Models for Legal Case Judgement Summarization
by: Deroy, Aniket, et al.
Published: (2024) -
Multilingual Controlled Generation And Gold-Standard-Agnostic Evaluation of Code-Mixed Sentences
by: Gupta, Ayushman, et al.
Published: (2024) -
QuickSilver -- Speeding up LLM Inference through Dynamic Token Halting, KV Skipping, Contextual Token Fusion, and Adaptive Matryoshka Quantization
by: Khanna, Danush, et al.
Published: (2025)